
Zero Queueing for MultiServer Jobs
Cloud computing today is dominated by multiserver jobs. These are jobs ...
read it

RLQN: A Reinforcement Learning Framework for Optimal Control of Queueing Systems
With the rapid advance of information technology, network systems have b...
read it

Provable Fictitious Play for General MeanField Games
We propose a reinforcement learning algorithm for stationary meanfield ...
read it

Dynamic Regret of Policy Optimization in Nonstationary Environments
We consider reinforcement learning (RL) in episodic MDPs with adversaria...
read it

RiskSensitive Reinforcement Learning: NearOptimal RiskSample Tradeoff in Regret
We study risksensitive reinforcement learning in episodic Markov decisi...
read it

POLYHOOT: MonteCarlo Planning in Continuous Space MDPs with NonAsymptotic Analysis
MonteCarlo planning, as exemplified by MonteCarlo Tree Search (MCTS), ...
read it

Stable Reinforcement Learning with Unbounded State Space
We consider the problem of reinforcement learning (RL) with unbounded st...
read it

On Reinforcement Learning for Turnbased Zerosum Markov Games
We consider the problem of finding Nash equilibrium for twoplayer turn...
read it

Learning ZeroSum SimultaneousMove Markov Games Using Function Approximation and Correlated Equilibrium
We develop provably efficient reinforcement learning algorithms for two...
read it

On Reinforcement Learning Using Monte Carlo Tree Search with Supervised Learning: NonAsymptotic Analysis
Inspired by the success of AlphaGo Zero (AGZ) which utilizes Monte Carlo...
read it

Qlearning with Nearest Neighbors
We consider the problem of modelfree reinforcement learning for infinit...
read it

Centralized Congestion Control and Scheduling in a Datacenter
We consider the problem of designing a packetlevel congestion control a...
read it
Qiaomin Xie
is this you? claim profile